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Deep learning in Treatment PlanningThursday - 7/29/2021
Therapy Scientific Session2:00 PM - 3:00 PMTRACK 6

Moderator 1: Xun Jia, The University of Texas Southwestern Medical Ctr

Moderator 2: Qing-Rong Jackie Wu, Duke University Medical Center

2:00 PM
TH-D-TRACK 6-1 : 3D DenseNet for Improving Dose Prediction of Volumetric Modulated Arc Therapy in Prostate Cancer
J. Fu*, K. Singhrao, Z. Wang, D. Ruan, D. Low, J. Lewis, X. Qi
2:07 PM
TH-D-TRACK 6-2 : A Deep Learning-Based Framework for Dose Prediction of Pancreatic Stereotactic Body Radiation Therapy
S. Momin*, Y. Lei, T. Wang, J. Zhang, J. Roper, J. Bradley, T. Liu, P. Patel, X. Yang
2:14 PM
TH-D-TRACK 6-3 : Attention-Gated U-Net Implementation in Total Marrow Irradiation Plan Dose Prediction
D. Du*, K. Qing, W. Watkins, C. Han, T. Ketcherside, J. Wong, T. Williams, A. Liu
2:21 PM
TH-D-TRACK 6-4 : Transfer Learning for Fluence Map Prediction in Adrenal Stereotactic Body Radiation Therapy
W. Wang*, Y. Sheng, M. Palta, B. Czito, C. Willett, F. Yin, Q. Wu, Q. Wu, Y. Ge
2:28 PM
TH-D-TRACK 6-5 : How Fluence-Prediction Error Impact Final Plan Quality: Insights Into a Deep-Learning-Based (DL-Based) Head-And-Neck (H&N) IMRT Planning AI Agent
X. Li*, Q. Wu, Q. Wu, C. Wang, Y. Sheng, W. Wang, H. Stephens, F. Yin, Y. Ge
2:35 PM
TH-D-TRACK 6-6 : Feasibility Study of Cross-Modality IMRT Auto-Planning Guided by a Deep Learning Model
G. Szalkowski*, X. Xu, S. Das, P. Yap, J. Lian
2:42 PM
TH-D-TRACK 6-7 : A Deep-Learning-Enabled Remote Teaching Platform for Pancreas SBRT Treatment Planning: A Pilot Study in Pandemic Era
Y. Xie*, W. Wang, Y. Chang, X. Li, K. Lu, R. Li, H. Stephens, F. Yin, Q. Wu, Y. Ge, Q. Wu, Y. Sheng